Real-World Evaluation of Multi-AI Debate for Third-Party PR Reviews

According to DEV Community, a developer applied Open Council's multi-AI review mode to a third-party open-source pull request — code they had not written — to see how the approach performs in a real review. Open Council is a tool in which three AI seats argue over a plan before any code ships, and the developer had written about it the week before, drawing a wave of comments that prompted this follow-up. Two points from that feedback stuck with them. First, a single agent with no council passed all ten of the earlier tasks, which means those easy tasks could not show whether the debate itself adds value. Second, a commenter argued that the real gain came from running the code rather than from the roles assigned to each seat. With those two concerns in mind, the developer pointed the council's review mode at a third-party pull request this time, and set out to separate the benefit of the debate format on complex tasks from the benefit on simple tasks, as well as from the benefit of simply executing the code. As reported, the exercise remains an empirical test at this stage, and no final conclusions have been published yet.